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Procurement AI agent · Negotiation

Autonomous Negotiation AI Agent

Exchange offers with a supplier over price, terms and volumes inside a mandate a named holder wrote, stop at its edge, and leave the move that closes the deal to that holder.

4–6 weeksTypical delivery
Your stackDeployment
Mandate firstNamed holder
Agent CareAfter launch

What this agent does

Trades offers, never makes the last move

In
01

An offer leaves, and it is the company acting: a tool has no authority of its own to exceed.

02

An offer goes out unread, and UETA § 14(1) forms the contract anyway, aware or not.

Reason
03

A counter arrives, and it is read against the live mandate rather than against the counter before it.

04

An offer would cross a limit, and it is stopped before it leaves rather than unwound afterwards.

05

An offer for goods is taken up, and UCC § 2-204(1) forms it from conduct alone.

Decide
06

An offer sits inside an internal limit, and the supplier who never saw that limit is not bound by it.

07

An offer closes on goods, and a merchant confirmation binds unless a buyer objects within ten days.

Out
08

An offer is released, and the mandate version, the counter it answered and the binding moment stay on it.

09

Execute write actions only inside the approval boundaries agreed during implementation.

Product statement

Offers, counters and the mandate check belong to the agent. The move that closes belongs to a named mandate holder, who releases it and owns it after.

Example workflow

One negotiation, mandate to release

AgentHuman
1Mandate receivedDelegation of authority, category strategy, prior agreed terms or the approved position
2Position assembledThe price band, the term limits, the volume floor and the walk-away, each with its holder
3Offer composedThe price, the terms, the volumes offered and the confidence
4Controls appliedMandate checks, limit checks, counterparty checks and offer confidence
No human action required

Stages 1 to 4 run unaided, and nothing reaches the supplier at any of them — the agent is composing, and the mandate holder lane opens at the release gate.

5DecisionSplits at the release gate
Inside the mandate

Goes to the mandate holder to release.

Anything at the edge

Adds a category lead read first.

Mandate holder review

The offer is held with the mandate, the limit it sits under and the counter it answers.

Release · Amend · Send to category review
Released — by the named holder
6Negotiation and contract records updatedOnly where write access and records policy allow it
7Outcome evaluatedMandate adherence, counterparty behaviour, holder amendments and what review found
Amendments

Each holder amendment is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required8 items
Sending a binding offer to the counterparty.
Setting the mandate an offer is made under.
Deciding what the company will concede.
Signing the agreement an exchange reached.
Automation boundaryAgent acts unaided
Compose the offer inside the written mandate.
Score each counter against the live mandate, not the counter before it.
Stop an offer that would cross a limit before it leaves.
Stamp the moment an exchange became binding onto the deal record.
Nothing reaches the supplier except by a named mandate holder, inside the agreed boundaries.
Judging whether a counterparty may be dealt with.
Telling a supplier where the walk-away sits.
Choosing which supplier an offer goes to.
Changes to the mandate, the limits or the rules.

Example output

One offer, annotated

Cal. Civ. Code § 1714.46, in force since 1 January 2026, bars a defendant from asserting that the artificial intelligence autonomously caused the harm; below is one offer exactly as the agent leaves it.

Negotiation output · single offerIllustrative example
Offer
Recorded as
Counterparty
Mandate of record
Confidence
Held for
Second-source contract manufacturer
Counter answered inside the mandate
Offer, unreleased
Mandate schedule, 3 August 2026
Held unreleased
The named mandate holder
As receivedComposed from the mandate on file and the counter received, and it asserts nothing beyond them.
What the record holds Mandate schedule Counter received Prior agreed terms
Why no release hereSending an offer that binds is a move the mandate holder makes.
ActionReleaseAmendSend to category review
What the score decidesAt the edge of the mandate an offer gets a category read before the holder sees it.

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value landsValue 01 – 04
Every offerFrom the mandate that permits it
03Mandate

Where the mandate sits

Carrier rate negotiation runs under a DOJ decree and supplier chargebacks are deduction claims; this is a general commercial negotiation, and its subject is the moment a machine bound the company.

01Approved path

No one has to read it

UETA § 14(1) forms a contract by the interaction of electronic agents even if no individual was aware of or reviewed the terms, and 15 U.S.C. 7001(h) backs that federally.

02Human review

What was checked, and not found

UETA § 10(2) says individual, never person, the word the Act uses for an entity: a human who mis-keys against your agent may unwind it, while a company whose own agent errs has no statutory unwind and falls to the law of mistake, which § 10(4) bars varying by agreement. Checked and not found: no signature, certification, filing, registration or human approval before such a contract binds, no cap on what an electronic agent may agree, nothing in Annex III making this high-risk, no US duty to tell a business it is dealing with a machine, and no US case on it yet.

04Build an evidence trail

The offer, the mandate it was made under and the moment it bound stay together.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

Sourcing and negotiationSAP Ariba · Coupa Sourcing
Jaggaer · Ivalua · GEP SMART Source
Contract recordsIcertis · Agiloft · Sirion
Signed terms, price schedules
Negotiation channelsSupplier portals · email threads
Where the offers and counters travel

Agent

Autonomous negotiation

Reads the mandate
Composes the offer
Holds for the holder

Spend and price historyERP spend history · price files
What was last paid and last agreed
Observability & evaluationOpenTelemetry · Langfuse
Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six catches between the model and the supplier

Six catches on one door, the last the stiffest. What opens it is set out in the map below.

L6 · Outermost — last line of defenceInward → L1 · closest to the model
L6Rollback / safe modeNarrow the agent to composing only when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt and mandate rules, and note the version each offer was composed under.Track
L4TraceabilityRecord each offer, the mandate under it, the counter it answered and the moment it bound.Record
L3Holder releaseHold the offer for a named mandate holder; the hold governs release, not whether a released term is enforceable.Gate
L2Mandate guardrailsTest each offer against the live mandate, and return an offer whose limit moved underneath it.Restrict
L1Confidence thresholdsRoute an offer sitting at a mandate edge to a category read before it reaches the holder.Require review
Model coreOffer composed — the price, the terms, the volumes and the mandate it sits under
L1 – L2Test whether an offer may stand
L3Leaves the release to a named holder
L4 – L5Keep the offer and the mandate behind it
L6Stops before any binding move when signals degrade

How Nestack evaluates it

Evaluate the whole exchange — not only the offer that goes out.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the offer a supplier receives
Depth of coverage ▼
E1Final-output evaluationDid the offer stay inside the mandate it was composed under?
E2Step-level evaluationDid the agent read the live mandate, the right counter and the right prior terms?
E3Tool evaluationDid it read and write the correct negotiation and the correct term?
E4Confidence calibrationDo low-confidence offers actually attract more holder amendments?
E5Slice evaluationHow does performance change across specific counterparties?
E6Business outcomeHow many offers needed an amendment before the holder released?
Floor — the mandate an offer rests on

Failure modes

Where each failure originates in the agent

Seven failure modes, set at the stage where each one first shows.

Agent lifecycleDirection of processing →
01 · Retrieval1 mode
OL-03

Stale mandate read

The mandate read is not the one now in force.

Stage gathersThe mandate, the limits, the counter and the terms
02 · Reasoning2 modes
OL-04

Offer composed past the limit

A term is set beyond what the mandate allows.

OL-06

Retired mandate worked as live

A lapsed limit is treated as the current one.

Stage proposesThe price, the terms, the volumes and the limit
03 · Tool / write2 modes
OL-02

Edge offer passed forward

An offer at the edge moves on without the category read.

OL-05

Offer bound to wrong counterparty

The offer is filed against another supplier.

Stage writesOnly where write access and approval policy allow it
04 · Output1 mode
OL-01

Bound with no reader

The record shows a binding term and no human read.

Stage returnsThe offer the supplier reads and relies on
05 · Change / Version1 mode
OL-07

Silent mandate drift

A limit widens while the stored offer keeps the old one.

Stage tracksModel, prompt, mandate rules and limit dates
Sev-1 · an offer bound outside the mandate Sev-2 · a stale limit reaches the supplier Sev-3 · mandate degrades, offer held back

Affected slices

First-time counterparties absorb the amendments

A counterparty-level mandate-adherence figure can read clean while first-time counterparties carry most of the amendments. Nestack reports the amendment rate by counterparty, not only in total.

Slice performance — reported separately, not only in aggregateIllustrative example
SliceFailure rateLift Lift vs. thresholdStatus
First-time counterparties12.5%3.7× Review
Sole-source counterparties8.9%2.6× Review
Cross-border counterparties5.6%1.7× Watch
Established counterparties2.7%0.8× Normal
Bar: amendment-rate lift vs. established-counterparty baseline · scale 0–4.0× · tick marks the 2.0× review threshold 2 of 4 slices over threshold

Evidence-linked improvement

What an unread offer costs

A loop shuts when the offer that bound without a reader is a regression case. That suite is what the next mandate run is measured against.

Improvement cycle · five stagesSwitchback — the path turns at Improve and returns at Learn
01Detect

Amendment rate rises on first-time counterparties.

02Diagnose

The counter that went out at three in the morning and bound the company before anyone read it is worked backwards until one cause is left standing.

03Improve

The change ships numbered, with the offers that caused it attached.

04Verify

Each touched offer case is run again, and one red holds it back.

05Learn

It stays as a standing test, and the mandate rules travel with it.

Learn → DetectThe return edge. The next offer is measured against a suite one case longer.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, mandate, negotiation workflow, evaluation, integration, then production validation and handover.

Workstream Week 1Week 2Week 3Week 4Week 5Week 6
01Mandate capture and delegation-of-authority mapping.
02Negotiation-channel and system assessment.
03Counterparty-to-mandate and limit-coverage mapping.
04Mandate ingestion and limit normalisation.
05Offer composition and mandate binding.
06Edge scoring and review routing.
07Mandate holder release workflow.
08Negotiation-channel integration.
09Mandate and formation cases.
10Guardrails and binding controls.
11Offer-trail instrumentation.
12Deployment, documentation and Agent Care handover.
12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel Final scope and sequence confirmed in discovery

Engagement tiers

What each tier includes

Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.

Capability✓ in scope · — not at this tier PilotOne category, one counterparty ProductionProduction negotiation workflow AdvancedMultiple categories / regions
Introduced at Pilot
Offer composition to your mandate
Named holder release
Mandate-and-limit baseline
Introduced at Production
Reporting by counterparty
Holder review workflow in your systems
Approved write-back
Negotiation-channel integration
Introduced at Advanced
Multi-currency term structures
Cross-category negotiation packs
Large counterparty portfolios
Multi-state formation controls
Build price From $5,000 From $8,000 Custom quote
Final build priceConfirmed after discovery based on integrations, workflow complexity, negotiation volume, approval controls and deployment requirements.
Separate from buildBuild pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.

What we need from you

What you bring, and what we build with it

Each input maps to a piece of build scope and a week in the delivery timeline.

You bringWe build with it
01Your live mandates and the limits each one carries Mandate capture and limit versioningWeek 1
02Representative past negotiations and the terms they reached Mandate binding, offer logic and the negotiation baselineWeek 2
03Your delegation of authority and the holders it names Mandate mapping, limit binding and the automation boundaryWeek 1
04Access to relevant APIs, feeds or exports Negotiation-channel and system assessment, then integration setupWeek 2
05Offers you would not want enforced Mandate cases and the evaluation roundWeek 4
06What no mandate may excuse Edge scoring, review routing, guardrails and release controlsWeek 3
07A named mandate holder who releases the offer Release to the named holder, then pilot and production validationWeeks 5–6
Nothing else is required Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

Six weeks of real work rather than six equal columns; the fifth carries a pair because it must.

Phase W1W2W3W4W5W6
Discovery W1
Build W2 – W3
Evaluate W4 – W5
Pilot & Launch W5 – W6
Week focus W1Mandate discovery, limit versioning and the automation boundary W2Channel integration and the mandate-and-limit baseline W3Offer composition, concession logic and release controls W4Evaluation suite, mandate cases and failure-mode testing W5Negotiation-channel integration, pilot offers and targeted corrections W6One negotiation cycle run under the mandate holder, then Agent Care handover
Reading the bandA bar sits on the weeks its own work is named for, and the fifth is genuinely shared.
At the end of W6Once the mandate record validates, Agent Care picks the agent up.
DurationSix-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Procurement AI agent

Build a negotiation agent around the mandate your last counter never checked.

Show us one category you negotiate and the mandate behind the last counter that left. UETA § 14(1) binds a company on an exchange no individual read. FAR 1.602-1 will not let an unwarranted human bind the government; nothing stops a company being bound by an unread machine.

Nestack Agents · Autonomous negotiationAGT-PR-06 · Agent Care available after launch